{"id":"W2899086820","doi":"10.1061/(asce)wr.1943-5452.0001021","title":"Promoting Sustainable Ice-Jam Flood Management along the Peace River and Peace-Athabasca Delta","year":2018,"lang":"en","type":"article","venue":"Journal of Water Resources Planning and Management","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Environment and Climate Change Canada; BC Hydro; Canada Research Chairs","keywords":"Flood myth; Delta; Hydrology (agriculture); Flooding (psychology); Environmental science; Flood stage; Water resource management; Geography; Geology; 100-year flood; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001139675,0.0001698461,0.000184207,0.0001450598,0.0006615342,0.0002335828,0.0002652355,0.00003477671,0.00007660635],"category_scores_gemma":[0.000008147053,0.00009240852,0.00004891588,0.00009090074,0.0002133051,0.0002648169,0.0001639449,0.0001889762,0.00001011937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000907562,"about_ca_system_score_gemma":0.00000430699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003797208,"about_ca_topic_score_gemma":0.00003902035,"domain_scores_codex":[0.998594,0.00008111037,0.0003225176,0.0002058162,0.0003452823,0.0004512535],"domain_scores_gemma":[0.9994541,0.00004804416,0.0001738095,0.0001415391,0.00006094776,0.0001215952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006689258,0.0001182055,0.6835209,0.0017703,0.00143769,0.003502836,0.1765139,0.001720016,0.000009694283,0.0004713336,0.01018426,0.1200819],"study_design_scores_gemma":[0.001502703,0.0008821404,0.4571733,0.000588336,0.0005207274,0.0007317034,0.05938186,0.01095797,0.0000415521,0.0006238915,0.4671721,0.0004237265],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911391,0.001280157,0.0006196709,0.001139118,0.0001317499,0.000224042,0.000002496827,0.00001583952,0.005447835],"genre_scores_gemma":[0.9941627,0.0007235738,0.001716205,0.00030664,0.0002463406,0.000001257939,0.000006389625,0.000006880914,0.002830056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4569879,"threshold_uncertainty_score":0.5088053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007763713039300129,"score_gpt":0.2039848048587948,"score_spread":0.1962210918194947,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}